Beyond Confidence: Reliable Models Should Also Consider Atypicality

Computer Science

• Attribute Group 100%
• Case Study 100%
• Large Language Model 100%
• Learning System 100%
• Machine Learning 100%
• Model Prediction 100%
• Neural Network 100%
• Performance Model 100%
• Reliability Prediction 100%
• Training Dataset 100%

Keyphrases

• Confidence Prediction 50%
• Discriminative Neural Networks 50%
• Large Language Models 50%
• Lesion Classifier 50%
• Machine Learning Models 50%
• Miscalibration 50%
• Model Performance 50%
• Model Prediction 50%
• Model Uncertainty 50%
• Neural Language Models 50%
• Prediction Confidence 50%
• Reliability Prediction 50%
• Reliable Model 100%
• Skin Lesions 50%
• Skin Tone 50%
• Training Data 50%
• Uncertainty Quantification 100%